Segmentation of 3D knee MR images is important for the assessment osteoarthritis. Like other medical data, volume-wise labeling expertise-demanded and time-consuming; hence semi-supervised learning (SSL), particularly barely-supervised learning, highly desirable training with insufficient labeled data. We observed that class imbalance problem severe in as cartilages only occupy 6% foreground vo...

S. A. Carter, ' T. F. Rosenbaum, 3. M. Honig, and 3. Spalek "The James Franck Institute and Department of Chemistry, The Unicersity of Chicago, Chicago, Illinois 60637 'T-he James Franck Institute and Department of Physics, The University of Chicago, Chicago, Illinois 60637 "'Department of Chemistry, Purdue University, West Lafayette, Indiana 47907 ' 'Department of Physics, Purdue University, W...

Introduction: Webster's defines the word " motivate " as " impel or to urge forward by the exertion of strong moral pressure. " In the context of academia and education, however, motivation takes on a slightly different meaning. According to Linda Nilson, the term means " stimulating the desire to learn something. " 1 There are, of course, two types of motivation when it comes to education or a...

We calculate explicitly the Betti numbers of a class of barely G2 manifolds that is, G2 manifolds that are realised as a product of a Calabi-Yau manifold and a circle, modulo an involution. The particular class which we consider are those spaces where the CalabiYau manifolds are complete intersections of hypersurfaces in products of complex projective spaces and the involutions are free acting.

Objective: Citrus (Citrus reticulata) is one of the most important horticultural plant in Iran and weed management throuth ecological methods such as cover crop is a proper option in orchard management practices. Methods: The experiment was designed as a split plot on the base of complete randomized block design with four replications in Mazandaran Province, Sari, Voushka county from 2...

Objective: Citrus (Citrus reticulata) is one of the most important horticultural plant in Iran and weed management throuth ecological methods such as cover crop is a proper option in orchard management practices. Methods: The experiment was designed as a split plot on the base of complete randomized block design with four replications in Mazandaran Province, Sari, Voushka county from 2...